Overview

Brought to you by YData

Dataset statistics

Number of variables	22
Number of observations	986
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	442.4 KiB
Average record size in memory	459.4 B

Variable types

Text	1
Categorical	11
Numeric	10

Alerts

`ActivityLevel` is highly overall correlated with `HasCrCard` and 1 other fields	High correlation
`Age` is highly overall correlated with `AgeBand`	High correlation
`AgeBand` is highly overall correlated with `Age`	High correlation
`Balance` is highly overall correlated with `BalancePerProduct` and 4 other fields	High correlation
`BalancePerProduct` is highly overall correlated with `Balance` and 4 other fields	High correlation
`BalanceToSalaryRatio` is highly overall correlated with `Balance` and 3 other fields	High correlation
`CustomerRiskScore` is highly overall correlated with `IsActiveMember` and 1 other fields	High correlation
`EstimatedSalary` is highly overall correlated with `HighValueCustomer` and 2 other fields	High correlation
`HasCrCard` is highly overall correlated with `ActivityLevel`	High correlation
`HasZeroBalance` is highly overall correlated with `Balance` and 3 other fields	High correlation
`HighValueCustomer` is highly overall correlated with `Balance` and 4 other fields	High correlation
`IsActiveMember` is highly overall correlated with `ActivityLevel` and 1 other fields	High correlation
`IsSingleProduct` is highly overall correlated with `CustomerRiskScore` and 2 other fields	High correlation
`LogBalance` is highly overall correlated with `Balance` and 4 other fields	High correlation
`LogSalary` is highly overall correlated with `EstimatedSalary` and 2 other fields	High correlation
`NumOfProducts` is highly overall correlated with `IsSingleProduct`	High correlation
`SalaryPerProduct` is highly overall correlated with `EstimatedSalary` and 2 other fields	High correlation
`Tenure` is highly overall correlated with `TenureBand`	High correlation
`TenureBand` is highly overall correlated with `Tenure`	High correlation
`CustomerID` has unique values	Unique
`Balance` has 475 (48.2%) zeros	Zeros
`BalancePerProduct` has 475 (48.2%) zeros	Zeros
`BalanceToSalaryRatio` has 475 (48.2%) zeros	Zeros
`CustomerRiskScore` has 192 (19.5%) zeros	Zeros
`LogBalance` has 475 (48.2%) zeros	Zeros

Reproduction

Analysis started	2025-08-07 07:59:21.749979
Analysis finished	2025-08-07 07:59:48.934912
Duration	27.18 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

CustomerID
Text

Unique

Distinct	986
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	62.7 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	7888
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	986 ?
Unique (%)	100.0%

Sample

1st row	CUST0001
2nd row	CUST0002
3rd row	CUST0003
4th row	CUST0004
5th row	CUST0005

Value	Count	Frequency (%)
cust0011	1	0.1%
cust1000	1	0.1%
cust0001	1	0.1%
cust0002	1	0.1%
cust0003	1	0.1%
cust0004	1	0.1%
cust0005	1	0.1%
cust0006	1	0.1%
cust0007	1	0.1%
cust0008	1	0.1%
Other values (976)	976	99.0%

Most occurring characters

Value	Count	Frequency (%)
0	1282	16.3%
C	986	12.5%
U	986	12.5%
S	986	12.5%
T	986	12.5%
1	298	3.8%
9	297	3.8%
5	296	3.8%
7	296	3.8%
4	296	3.8%
Other values (4)	1179	14.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7888	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1282	16.3%
C	986	12.5%
U	986	12.5%
S	986	12.5%
T	986	12.5%
1	298	3.8%
9	297	3.8%
5	296	3.8%
7	296	3.8%
4	296	3.8%
Other values (4)	1179	14.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7888	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1282	16.3%
C	986	12.5%
U	986	12.5%
S	986	12.5%
T	986	12.5%
1	298	3.8%
9	297	3.8%
5	296	3.8%
7	296	3.8%
4	296	3.8%
Other values (4)	1179	14.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7888	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1282	16.3%
C	986	12.5%
U	986	12.5%
S	986	12.5%
T	986	12.5%
1	298	3.8%
9	297	3.8%
5	296	3.8%
7	296	3.8%
4	296	3.8%
Other values (4)	1179	14.9%

Gender
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	59.9 KiB

female	513
male	473

Length

Max length	6
Median length	6
Mean length	5.040568
Min length	4

Characters and Unicode

Total characters	4970
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	female
3rd row	female
4th row	male
5th row	male

Common Values

Value	Count	Frequency (%)
female	513	52.0%
male	473	48.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	513	52.0%
male	473	48.0%

Most occurring characters

Value	Count	Frequency (%)
e	1499	30.2%
a	986	19.8%
m	986	19.8%
l	986	19.8%
f	513	10.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4970	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1499	30.2%
a	986	19.8%
m	986	19.8%
l	986	19.8%
f	513	10.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4970	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1499	30.2%
a	986	19.8%
m	986	19.8%
l	986	19.8%
f	513	10.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4970	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1499	30.2%
a	986	19.8%
m	986	19.8%
l	986	19.8%
f	513	10.3%

Age
Real number (ℝ)

High correlation

Distinct	53
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.631846

Minimum	18
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	30
median	43
Q3	56
95-th percentile	68
Maximum	70
Range	52
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	15.342432
Coefficient of variation (CV)	0.3516338
Kurtosis	-1.1719129
Mean	43.631846
Median Absolute Deviation (MAD)	13
Skewness	0.041282039
Sum	43021
Variance	235.39021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	33	3.3%
53	27	2.7%
26	25	2.5%
20	25	2.5%
39	25	2.5%
54	25	2.5%
65	24	2.4%
21	23	2.3%
70	23	2.3%
34	23	2.3%
Other values (43)	733	74.3%

Value	Count	Frequency (%)
18	17	1.7%
19	19	1.9%
20	25	2.5%
21	23	2.3%
22	17	1.7%
23	17	1.7%
24	20	2.0%
25	20	2.0%
26	25	2.5%
27	15	1.5%

Value	Count	Frequency (%)
70	23	2.3%
69	21	2.1%
68	13	1.3%
67	13	1.3%
66	23	2.3%
65	24	2.4%
64	21	2.1%
63	17	1.7%
62	16	1.6%
61	11	1.1%

Tenure
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5496957

Minimum	0
Maximum	20
Zeros	3
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	8
95-th percentile	10
Maximum	20
Range	20
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.0096402
Coefficient of variation (CV)	0.54230724
Kurtosis	0.64678699
Mean	5.5496957
Median Absolute Deviation (MAD)	2
Skewness	0.38327724
Sum	5472
Variance	9.0579339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	109	11.1%
6	107	10.9%
3	101	10.2%
2	97	9.8%
1	96	9.7%
4	96	9.7%
10	96	9.7%
7	94	9.5%
9	92	9.3%
5	91	9.2%
Other values (2)	7	0.7%

Value	Count	Frequency (%)
0	3	0.3%
1	96	9.7%
2	97	9.8%
3	101	10.2%
4	96	9.7%
5	91	9.2%
6	107	10.9%
7	94	9.5%
8	109	11.1%
9	92	9.3%

Value	Count	Frequency (%)
20	4	0.4%
10	96	9.7%
9	92	9.3%
8	109	11.1%
7	94	9.5%
6	107	10.9%
5	91	9.2%
4	96	9.7%
3	101	10.2%
2	97	9.8%

Balance
Real number (ℝ)

High correlation Zeros

Distinct	506
Distinct (%)	51.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53176.171

Minimum	0
Maximum	276057.43
Zeros	475
Zeros (%)	48.2%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6236.655
Q3	110346.18
95-th percentile	183576.45
Maximum	276057.43
Range	276057.43
Interquartile range (IQR)	110346.18

Descriptive statistics

Standard deviation	66524.858
Coefficient of variation (CV)	1.2510276
Kurtosis	-0.66922733
Mean	53176.171
Median Absolute Deviation (MAD)	6236.655
Skewness	0.86874478
Sum	52431705
Variance	4.4255567 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	48.2%
6708	6	0.6%
276057.425	2	0.2%
1154.97	1	0.1%
77109.94	1	0.1%
48964.07	1	0.1%
37264.98	1	0.1%
155251.43	1	0.1%
104646.02	1	0.1%
193085.81	1	0.1%
Other values (496)	496	50.3%

Value	Count	Frequency (%)
0	475	48.2%
1154.97	1	0.1%
2023.89	1	0.1%
2031.79	1	0.1%
2040.69	1	0.1%
2280.61	1	0.1%
2545.56	1	0.1%
2715.18	1	0.1%
3272.18	1	0.1%
3312.49	1	0.1%

Value	Count	Frequency (%)
276057.425	2	0.2%
199883.33	1	0.1%
199365.03	1	0.1%
198935.08	1	0.1%
198659.77	1	0.1%
198657.75	1	0.1%
198370.18	1	0.1%
198303.59	1	0.1%
198194.97	1	0.1%
198081.99	1	0.1%

NumOfProducts
Categorical

High correlation

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	56.0 KiB

1	256
2	250
4	247
3	233

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	986
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	1
4th row	2
5th row	4

Common Values

Value	Count	Frequency (%)
1	256	26.0%
2	250	25.4%
4	247	25.1%
3	233	23.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	256	26.0%
2	250	25.4%
4	247	25.1%
3	233	23.6%

Most occurring characters

Value	Count	Frequency (%)
1	256	26.0%
2	250	25.4%
4	247	25.1%
3	233	23.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	256	26.0%
2	250	25.4%
4	247	25.1%
3	233	23.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	256	26.0%
2	250	25.4%
4	247	25.1%
3	233	23.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	256	26.0%
2	250	25.4%
4	247	25.1%
3	233	23.6%

HasCrCard
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	56.0 KiB

1	513
0	473

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	513	52.0%
0	473	48.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	513	52.0%
0	473	48.0%

Most occurring characters

Value	Count	Frequency (%)
1	513	52.0%
0	473	48.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	513	52.0%
0	473	48.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	513	52.0%
0	473	48.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	513	52.0%
0	473	48.0%

IsActiveMember
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	56.0 KiB

0	527
1	459

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	527	53.4%
1	459	46.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	527	53.4%
1	459	46.6%

Most occurring characters

Value	Count	Frequency (%)
0	527	53.4%
1	459	46.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	527	53.4%
1	459	46.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	527	53.4%
1	459	46.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	527	53.4%
1	459	46.6%

EstimatedSalary
Real number (ℝ)

High correlation

Distinct	981
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83751.967

Minimum	20084.94
Maximum	149913.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	20084.94
5-th percentile	26568.095
Q1	49849.145
median	83351
Q3	115618.37
95-th percentile	143691.02
Maximum	149913.72
Range	129828.78
Interquartile range (IQR)	65769.227

Descriptive statistics

Standard deviation	37861.321
Coefficient of variation (CV)	0.45206486
Kurtosis	-1.2033725
Mean	83751.967
Median Absolute Deviation (MAD)	32519.19
Skewness	0.048659573
Sum	82579439
Variance	1.4334796 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83351	6	0.6%
131792.25	1	0.1%
47209.79	1	0.1%
83027.9	1	0.1%
68324.51	1	0.1%
113323.18	1	0.1%
99514.91	1	0.1%
128315.34	1	0.1%
47032.42	1	0.1%
97727	1	0.1%
Other values (971)	971	98.5%

Value	Count	Frequency (%)
20084.94	1	0.1%
20203.46	1	0.1%
20269.95	1	0.1%
20302.04	1	0.1%
20304.12	1	0.1%
20829.28	1	0.1%
21213.11	1	0.1%
21277.58	1	0.1%
21311.78	1	0.1%
21336.98	1	0.1%

Value	Count	Frequency (%)
149913.72	1	0.1%
149633.71	1	0.1%
149471.06	1	0.1%
149432.04	1	0.1%
149291.57	1	0.1%
149230.62	1	0.1%
148977.33	1	0.1%
148851.92	1	0.1%
148737.07	1	0.1%
148534.74	1	0.1%

Churn
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	56.0 KiB

0	519
1	467

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	519	52.6%
1	467	47.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	519	52.6%
1	467	47.4%

Most occurring characters

Value	Count	Frequency (%)
0	519	52.6%
1	467	47.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	519	52.6%
1	467	47.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	519	52.6%
1	467	47.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	519	52.6%
1	467	47.4%

BalancePerProduct
Real number (ℝ)

High correlation Zeros

Distinct	510
Distinct (%)	51.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17266.209

Minimum	0
Maximum	99682.515
Zeros	475
Zeros (%)	48.2%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1652.913
Q3	30996.896
95-th percentile	66097.823
Maximum	99682.515
Range	99682.515
Interquartile range (IQR)	30996.896

Descriptive statistics

Standard deviation	23740.637
Coefficient of variation (CV)	1.3749768
Kurtosis	1.2880866
Mean	17266.209
Median Absolute Deviation (MAD)	1652.913
Skewness	1.4086447
Sum	17024482
Variance	5.6361783 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	48.2%
1341.6	2	0.2%
3354	2	0.2%
51750.47667	1	0.1%
20929.204	1	0.1%
38617.162	1	0.1%
11990.25	1	0.1%
62623.23	1	0.1%
12330.294	1	0.1%
37727.806	1	0.1%
Other values (500)	500	50.7%

Value	Count	Frequency (%)
0	475	48.2%
505.9725	1	0.1%
543.036	1	0.1%
577.485	1	0.1%
680.23	1	0.1%
726.506	1	0.1%
848.52	1	0.1%
997.048	1	0.1%
1015.895	1	0.1%
1033.178	1	0.1%

Value	Count	Frequency (%)
99682.515	1	0.1%
99328.875	1	0.1%
98473.12	1	0.1%
97760.88	1	0.1%
95604.535	1	0.1%
95307.02	1	0.1%
94756.35	1	0.1%
94468.77	1	0.1%
94074.625	1	0.1%
93861.33	1	0.1%

AgeBand
Categorical

High correlation

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	59.4 KiB

18-29	229
60+	196
30-39	193
40-49	186
50-59	182

Length

Max length	5
Median length	5
Mean length	4.6024341
Min length	3

Characters and Unicode

Total characters	4538
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	50-59
2nd row	18-29
3rd row	40-49
4th row	40-49
5th row	60+

Common Values

Value	Count	Frequency (%)
18-29	229	23.2%
60+	196	19.9%
30-39	193	19.6%
40-49	186	18.9%
50-59	182	18.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
18-29	229	23.2%
60	196	19.9%
30-39	193	19.6%
40-49	186	18.9%
50-59	182	18.5%

Most occurring characters

Value	Count	Frequency (%)
-	790	17.4%
9	790	17.4%
0	757	16.7%
3	386	8.5%
4	372	8.2%
5	364	8.0%
1	229	5.0%
8	229	5.0%
2	229	5.0%
6	196	4.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4538	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	790	17.4%
9	790	17.4%
0	757	16.7%
3	386	8.5%
4	372	8.2%
5	364	8.0%
1	229	5.0%
8	229	5.0%
2	229	5.0%
6	196	4.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4538	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	790	17.4%
9	790	17.4%
0	757	16.7%
3	386	8.5%
4	372	8.2%
5	364	8.0%
1	229	5.0%
8	229	5.0%
2	229	5.0%
6	196	4.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4538	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	790	17.4%
9	790	17.4%
0	757	16.7%
3	386	8.5%
4	372	8.2%
5	364	8.0%
1	229	5.0%
8	229	5.0%
2	229	5.0%
6	196	4.3%

TenureBand
Categorical

High correlation

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	70.3 KiB

Long (6+ years)	502
Medium (3-5 years)	288
New (0-2 years)	196

Length

Max length	18
Median length	15
Mean length	15.876268
Min length	15

Characters and Unicode

Total characters	15654
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medium (3-5 years)
2nd row	Long (6+ years)
3rd row	Long (6+ years)
4th row	New (0-2 years)
5th row	Medium (3-5 years)

Common Values

Value	Count	Frequency (%)
Long (6+ years)	502	50.9%
Medium (3-5 years)	288	29.2%
New (0-2 years)	196	19.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
years	986	33.3%
long	502	17.0%
6	502	17.0%
medium	288	9.7%
3-5	288	9.7%
new	196	6.6%
0-2	196	6.6%

Most occurring characters

Value	Count	Frequency (%)
	1972	12.6%
e	1470	9.4%
y	986	6.3%
(	986	6.3%
r	986	6.3%
a	986	6.3%
)	986	6.3%
s	986	6.3%
o	502	3.2%
L	502	3.2%
Other values (16)	5292	33.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15654	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1972	12.6%
e	1470	9.4%
y	986	6.3%
(	986	6.3%
r	986	6.3%
a	986	6.3%
)	986	6.3%
s	986	6.3%
o	502	3.2%
L	502	3.2%
Other values (16)	5292	33.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15654	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1972	12.6%
e	1470	9.4%
y	986	6.3%
(	986	6.3%
r	986	6.3%
a	986	6.3%
)	986	6.3%
s	986	6.3%
o	502	3.2%
L	502	3.2%
Other values (16)	5292	33.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15654	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1972	12.6%
e	1470	9.4%
y	986	6.3%
(	986	6.3%
r	986	6.3%
a	986	6.3%
)	986	6.3%
s	986	6.3%
o	502	3.2%
L	502	3.2%
Other values (16)	5292	33.8%

ActivityLevel
Categorical

High correlation

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	59.6 KiB

Medium	508
Low	246
High	232

Length

Max length	6
Median length	6
Mean length	4.7809331
Min length	3

Characters and Unicode

Total characters	4714
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low
2nd row	Medium
3rd row	Medium
4th row	High
5th row	Low

Common Values

Value	Count	Frequency (%)
Medium	508	51.5%
Low	246	24.9%
High	232	23.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	508	51.5%
low	246	24.9%
high	232	23.5%

Most occurring characters

Value	Count	Frequency (%)
i	740	15.7%
M	508	10.8%
e	508	10.8%
d	508	10.8%
u	508	10.8%
m	508	10.8%
L	246	5.2%
o	246	5.2%
w	246	5.2%
H	232	4.9%
Other values (2)	464	9.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4714	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	740	15.7%
M	508	10.8%
e	508	10.8%
d	508	10.8%
u	508	10.8%
m	508	10.8%
L	246	5.2%
o	246	5.2%
w	246	5.2%
H	232	4.9%
Other values (2)	464	9.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4714	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	740	15.7%
M	508	10.8%
e	508	10.8%
d	508	10.8%
u	508	10.8%
m	508	10.8%
L	246	5.2%
o	246	5.2%
w	246	5.2%
H	232	4.9%
Other values (2)	464	9.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4714	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	740	15.7%
M	508	10.8%
e	508	10.8%
d	508	10.8%
u	508	10.8%
m	508	10.8%
L	246	5.2%
o	246	5.2%
w	246	5.2%
H	232	4.9%
Other values (2)	464	9.8%

SalaryPerProduct
Real number (ℝ)

High correlation

Distinct	983
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26939.269

Minimum	4040.692
Maximum	74956.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	4040.692
5-th percentile	7276.154
Q1	14507.909
median	24160.594
Q3	35090.591
95-th percentile	62362.548
Maximum	74956.86
Range	70916.168
Interquartile range (IQR)	20582.682

Descriptive statistics

Standard deviation	15883.263
Coefficient of variation (CV)	0.58959518
Kurtosis	0.70081538
Mean	26939.269
Median Absolute Deviation (MAD)	9899.6545
Skewness	1.0106971
Sum	26562119
Variance	2.5227805 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20837.75	2	0.2%
27783.66667	2	0.2%
16670.2	2	0.2%
21619.75333	1	0.1%
17081.1275	1	0.1%
28330.795	1	0.1%
15677.47333	1	0.1%
25891.31667	1	0.1%
8056.484	1	0.1%
5466.702	1	0.1%
Other values (973)	973	98.7%

Value	Count	Frequency (%)
4040.692	1	0.1%
4053.99	1	0.1%
4242.622	1	0.1%
4267.396	1	0.1%
4366.076	1	0.1%
4408.094	1	0.1%
4412.148	1	0.1%
4440.64	1	0.1%
4474.048	1	0.1%
4764.256	1	0.1%

Value	Count	Frequency (%)
74956.86	1	0.1%
74645.785	1	0.1%
74368.535	1	0.1%
74255.1	1	0.1%
73931.87	1	0.1%
73816.915	1	0.1%
73728.31	1	0.1%
73207.3	1	0.1%
73161.285	1	0.1%
73038.225	1	0.1%

BalanceToSalaryRatio
Real number (ℝ)

High correlation Zeros

Distinct	512
Distinct (%)	51.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.82660573

Minimum	0
Maximum	8.3224601
Zeros	475
Zeros (%)	48.2%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.068741824
Q3	1.22014
95-th percentile	3.5634843
Maximum	8.3224601
Range	8.3224601
Interquartile range (IQR)	1.22014

Descriptive statistics

Standard deviation	1.3289704
Coefficient of variation (CV)	1.607744
Kurtosis	7.3054678
Mean	0.82660573
Median Absolute Deviation (MAD)	0.068741824
Skewness	2.4613891
Sum	815.03325
Variance	1.7661623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	48.2%
2.466040547	1	0.1%
0.01160588292	1	0.1%
0.5850826199	1	0.1%
0.3815887361	1	0.1%
0.792308533	1	0.1%
1.588607462	1	0.1%
0.8932453148	1	0.1%
3.299678074	1	0.1%
0.4267479618	1	0.1%
Other values (502)	502	50.9%

Value	Count	Frequency (%)
0	475	48.2%
0.01160588292	1	0.1%
0.01465183672	1	0.1%
0.01744979046	1	0.1%
0.0228097564	1	0.1%
0.02566716048	1	0.1%
0.03428156289	1	0.1%
0.0344949759	1	0.1%
0.04020351231	1	0.1%
0.04043359212	1	0.1%

Value	Count	Frequency (%)
8.322460056	1	0.1%
8.055724273	1	0.1%
7.728020107	1	0.1%
7.318843039	1	0.1%
7.276492497	1	0.1%
7.118953768	1	0.1%
7.081950616	1	0.1%
6.813856124	1	0.1%
6.798856367	1	0.1%
6.780365607	1	0.1%

HighValueCustomer
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	56.0 KiB

0	553
1	433

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	553	56.1%
1	433	43.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	553	56.1%
1	433	43.9%

Most occurring characters

Value	Count	Frequency (%)
0	553	56.1%
1	433	43.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	553	56.1%
1	433	43.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	553	56.1%
1	433	43.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	553	56.1%
1	433	43.9%

CustomerRiskScore
Real number (ℝ)

High correlation Zeros

Distinct	9
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3362069

Minimum	0
Maximum	1
Zeros	192
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2
median	0.3
Q3	0.5
95-th percentile	0.7
Maximum	1
Range	1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.22847411
Coefficient of variation (CV)	0.67956403
Kurtosis	-0.63043842
Mean	0.3362069
Median Absolute Deviation (MAD)	0.2
Skewness	0.15244348
Sum	331.5
Variance	0.05220042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0.3	253	25.7%
0.5	219	22.2%
0	192	19.5%
0.2	138	14.0%
0.6	58	5.9%
0.7	55	5.6%
0.8	36	3.7%
0.4	31	3.1%
1	4	0.4%

Value	Count	Frequency (%)
0	192	19.5%
0.2	138	14.0%
0.3	253	25.7%
0.4	31	3.1%
0.5	219	22.2%
0.6	58	5.9%
0.7	55	5.6%
0.8	36	3.7%
1	4	0.4%

Value	Count	Frequency (%)
1	4	0.4%
0.8	36	3.7%
0.7	55	5.6%
0.6	58	5.9%
0.5	219	22.2%
0.4	31	3.1%
0.3	253	25.7%
0.2	138	14.0%
0	192	19.5%

HasZeroBalance
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	56.0 KiB

0	511
1	475

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	511	51.8%
1	475	48.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	511	51.8%
1	475	48.2%

Most occurring characters

Value	Count	Frequency (%)
0	511	51.8%
1	475	48.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	511	51.8%
1	475	48.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	511	51.8%
1	475	48.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	511	51.8%
1	475	48.2%

IsSingleProduct
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	56.0 KiB

0	730
1	256

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	730	74.0%
1	256	26.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	730	74.0%
1	256	26.0%

Most occurring characters

Value	Count	Frequency (%)
0	730	74.0%
1	256	26.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	730	74.0%
1	256	26.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	730	74.0%
1	256	26.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	986	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	730	74.0%
1	256	26.0%

LogBalance
Real number (ℝ)

High correlation Zeros

Distinct	506
Distinct (%)	51.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8205382

Minimum	0
Maximum	12.528368
Zeros	475
Zeros (%)	48.2%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8.7354964
Q3	11.611386
95-th percentile	12.120391
Maximum	12.528368
Range	12.528368
Interquartile range (IQR)	11.611386

Descriptive statistics

Standard deviation	5.6592407
Coefficient of variation (CV)	0.97228822
Kurtosis	-1.958021
Mean	5.8205382
Median Absolute Deviation (MAD)	3.447487
Skewness	-0.030775534
Sum	5739.0506
Variance	32.027005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	48.2%
8.811205188	6	0.6%
12.52836781	2	0.2%
7.052695097	1	0.1%
11.25300044	1	0.1%
10.79886247	1	0.1%
10.52583613	1	0.1%
11.95280765	1	0.1%
11.55834825	1	0.1%
12.17089516	1	0.1%
Other values (496)	496	50.3%

Value	Count	Frequency (%)
0	475	48.2%
7.052695097	1	0.1%
7.613270657	1	0.1%
7.617164513	1	0.1%
7.621533175	1	0.1%
7.732636613	1	0.1%
7.842498708	1	0.1%
7.90698176	1	0.1%
8.093517268	1	0.1%
8.105757294	1	0.1%

Value	Count	Frequency (%)
12.52836781	2	0.2%
12.20549413	1	0.1%
12.20289776	1	0.1%
12.20073885	1	0.1%
12.19935398	1	0.1%
12.19934381	1	0.1%
12.1978952	1	0.1%
12.19755946	1	0.1%
12.19701157	1	0.1%
12.19644136	1	0.1%

LogSalary
Real number (ℝ)

High correlation

Distinct	981
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.209045

Minimum	9.9077753
Maximum	11.917822
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.8 KiB

Quantile statistics

Minimum	9.9077753
5-th percentile	10.187504
Q1	10.816776
median	11.330828
Q3	11.658059
95-th percentile	11.875428
Maximum	11.917822
Range	2.0100465
Interquartile range (IQR)	0.84128229

Descriptive statistics

Standard deviation	0.53724233
Coefficient of variation (CV)	0.047929358
Kurtosis	-0.61620485
Mean	11.209045
Median Absolute Deviation (MAD)	0.38963206
Skewness	-0.6394473
Sum	11052.118
Variance	0.28862932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.33082788	6	0.6%
11.78898969	1	0.1%
10.76237775	1	0.1%
11.32694402	1	0.1%
11.13203848	1	0.1%
11.63800784	1	0.1%
11.50807281	1	0.1%
11.7622539	1	0.1%
10.75861369	1	0.1%
11.48994339	1	0.1%
Other values (971)	971	98.5%

Value	Count	Frequency (%)
9.907775347	1	0.1%
9.913658651	1	0.1%
9.916944106	1	0.1%
9.918525908	1	0.1%
9.91862835	1	0.1%
9.944162976	1	0.1%
9.962421805	1	0.1%
9.965456212	1	0.1%
9.967062172	1	0.1%
9.968243862	1	0.1%

Value	Count	Frequency (%)
11.91782188	1	0.1%
11.91595234	1	0.1%
11.91486476	1	0.1%
11.91460368	1	0.1%
11.91366322	1	0.1%
11.91325487	1	0.1%
11.91155614	1	0.1%
11.91071398	1	0.1%
11.90994212	1	0.1%
11.90858088	1	0.1%

Interactions

Correlations

	ActivityLevel	Age	AgeBand	Balance	BalancePerProduct	BalanceToSalaryRatio	Churn	CustomerRiskScore	EstimatedSalary	Gender	HasCrCard	HasZeroBalance	HighValueCustomer	IsActiveMember	IsSingleProduct	LogBalance	LogSalary	NumOfProducts	SalaryPerProduct	Tenure	TenureBand
ActivityLevel	1.000	0.065	0.056	0.000	0.045	0.000	0.204	0.426	0.019	0.000	0.699	0.000	0.000	0.698	0.000	0.000	0.059	0.000	0.067	0.000	0.000
Age	0.065	1.000	0.953	0.004	0.007	0.008	0.026	-0.303	-0.005	0.000	0.099	0.000	0.000	0.051	0.036	0.004	-0.005	0.069	0.011	-0.022	0.033
AgeBand	0.056	0.953	1.000	0.021	0.000	0.066	0.000	0.325	0.067	0.000	0.093	0.000	0.000	0.000	0.044	0.000	0.069	0.025	0.043	0.025	0.000
Balance	0.000	0.004	0.021	1.000	0.979	0.967	0.167	-0.017	0.029	0.000	0.000	0.859	0.649	0.000	0.000	1.000	0.029	0.000	0.032	0.004	0.016
BalancePerProduct	0.045	0.007	0.000	0.979	1.000	0.957	0.148	0.010	0.022	0.099	0.000	0.832	0.556	0.033	0.399	0.979	0.022	0.274	0.096	0.005	0.000
BalanceToSalaryRatio	0.000	0.008	0.066	0.967	0.957	1.000	0.112	-0.021	-0.125	0.063	0.022	0.688	0.438	0.000	0.093	0.967	-0.125	0.040	-0.091	0.010	0.020
Churn	0.204	0.026	0.000	0.167	0.148	0.112	1.000	0.277	0.123	0.000	0.050	0.141	0.167	0.349	0.184	0.159	0.093	0.188	0.087	0.243	0.258
CustomerRiskScore	0.426	-0.303	0.325	-0.017	0.010	-0.021	0.277	1.000	-0.024	0.000	0.022	0.032	0.000	0.817	0.698	-0.017	-0.024	0.400	0.153	-0.351	0.491
EstimatedSalary	0.019	-0.005	0.067	0.029	0.022	-0.125	0.123	-0.024	1.000	0.070	0.067	0.000	0.622	0.106	0.000	0.029	1.000	0.000	0.807	0.010	0.000
Gender	0.000	0.000	0.000	0.000	0.099	0.063	0.000	0.000	0.070	1.000	0.000	0.012	0.000	0.015	0.029	0.057	0.084	0.000	0.080	0.037	0.041
HasCrCard	0.699	0.099	0.093	0.000	0.000	0.022	0.050	0.022	0.067	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.050	0.033
HasZeroBalance	0.000	0.000	0.000	0.859	0.832	0.688	0.141	0.032	0.000	0.012	0.000	1.000	0.371	0.040	0.000	0.998	0.000	0.029	0.000	0.059	0.000
HighValueCustomer	0.000	0.000	0.000	0.649	0.556	0.438	0.167	0.000	0.622	0.000	0.000	0.371	1.000	0.025	0.000	0.557	0.592	0.000	0.413	0.028	0.000
IsActiveMember	0.698	0.051	0.000	0.000	0.033	0.000	0.349	0.817	0.106	0.015	0.000	0.040	0.025	1.000	0.000	0.056	0.106	0.000	0.066	0.000	0.000
IsSingleProduct	0.000	0.036	0.044	0.000	0.399	0.093	0.184	0.698	0.000	0.029	0.000	0.000	0.000	0.000	1.000	0.023	0.026	0.999	0.564	0.000	0.000
LogBalance	0.000	0.004	0.000	1.000	0.979	0.967	0.159	-0.017	0.029	0.057	0.000	0.998	0.557	0.056	0.023	1.000	0.029	0.027	0.032	0.004	0.000
LogSalary	0.059	-0.005	0.069	0.029	0.022	-0.125	0.093	-0.024	1.000	0.084	0.000	0.000	0.592	0.106	0.026	0.029	1.000	0.000	0.807	0.010	0.000
NumOfProducts	0.000	0.069	0.025	0.000	0.274	0.040	0.188	0.400	0.000	0.000	0.000	0.029	0.000	0.000	0.999	0.027	0.000	1.000	0.381	0.000	0.029
SalaryPerProduct	0.067	0.011	0.043	0.032	0.096	-0.091	0.087	0.153	0.807	0.080	0.008	0.000	0.413	0.066	0.564	0.032	0.807	0.381	1.000	-0.001	0.000
Tenure	0.000	-0.022	0.025	0.004	0.005	0.010	0.243	-0.351	0.010	0.037	0.050	0.059	0.028	0.000	0.000	0.004	0.010	0.000	-0.001	1.000	0.929
TenureBand	0.000	0.033	0.000	0.016	0.000	0.020	0.258	0.491	0.000	0.041	0.033	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.000	0.929	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	CustomerID	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Churn	BalancePerProduct	AgeBand	TenureBand	ActivityLevel	SalaryPerProduct	BalanceToSalaryRatio	HighValueCustomer	CustomerRiskScore	HasZeroBalance	IsSingleProduct	LogBalance	LogSalary
0	CUST0001	male	56	4	0.00	4	0	0	40282.42	1	0.000000	50-59	Medium (3-5 years)	Low	8056.484000	0.000000	0	0.3	1	0	0.000000	10.603695
1	CUST0002	female	28	8	67408.01	4	0	1	27333.51	0	13481.602000	18-29	Long (6+ years)	Medium	5466.702000	2.466041	0	0.2	0	0	11.118534	10.215905
2	CUST0003	female	47	6	1154.97	1	0	1	99514.91	1	577.485000	40-49	Long (6+ years)	Medium	49757.455000	0.011606	0	0.2	0	1	7.052695	11.508073
3	CUST0004	male	42	1	0.00	2	1	1	146588.22	0	0.000000	40-49	New (0-2 years)	High	48862.740000	0.000000	1	0.3	1	0	0.000000	11.895390
4	CUST0005	male	64	3	77109.94	4	0	0	131792.25	0	15421.988000	60+	Medium (3-5 years)	Low	26358.450000	0.585083	1	0.3	0	0	11.253000	11.788990
5	CUST0006	male	26	7	0.00	4	1	1	70104.15	1	0.000000	18-29	Long (6+ years)	High	14020.830000	0.000000	0	0.2	1	0	0.000000	11.157752
6	CUST0007	male	19	4	48964.07	3	1	0	128315.34	1	12241.017500	18-29	Medium (3-5 years)	Medium	32078.835000	0.381589	1	0.5	0	0	10.798862	11.762254
7	CUST0008	male	34	4	37264.98	2	1	1	47032.42	0	12421.660000	30-39	Medium (3-5 years)	High	15677.473333	0.792309	0	0.2	0	0	10.525836	10.758614
8	CUST0009	female	46	2	155251.43	2	1	1	97727.00	0	51750.476667	40-49	New (0-2 years)	High	32575.666667	1.588607	1	0.3	0	0	11.952808	11.489943
9	CUST0010	male	25	7	104646.02	4	0	1	117151.61	0	20929.204000	18-29	Long (6+ years)	Medium	23430.322000	0.893245	1	0.2	0	0	11.558348	11.671233

	CustomerID	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Churn	BalancePerProduct	AgeBand	TenureBand	ActivityLevel	SalaryPerProduct	BalanceToSalaryRatio	HighValueCustomer	CustomerRiskScore	HasZeroBalance	IsSingleProduct	LogBalance	LogSalary
976	CUST0991	female	53	7	84880.73	3	1	1	73876.43	0	21220.182500	50-59	Long (6+ years)	High	18469.107500	1.148940	0	0.0	0	0	11.349014	11.210163
977	CUST0992	male	47	8	21938.69	3	1	0	124749.31	0	5484.672500	40-49	Long (6+ years)	Medium	31187.327500	0.175861	1	0.3	0	0	9.996053	11.734069
978	CUST0993	female	24	6	83412.17	1	1	0	149913.72	1	41706.085000	18-29	Long (6+ years)	Medium	74956.860000	0.556397	1	0.7	0	1	11.331561	11.917822
979	CUST0994	female	24	7	155398.59	4	1	1	144152.98	0	31079.718000	18-29	Long (6+ years)	High	28830.596000	1.078004	1	0.2	0	0	11.953755	11.878637
980	CUST0995	male	30	7	0.00	4	1	0	90407.60	1	0.000000	30-39	Long (6+ years)	Medium	18081.520000	0.000000	0	0.5	1	0	0.000000	11.412095
981	CUST0996	female	67	8	101240.17	2	1	0	63987.82	0	33746.723333	60+	Long (6+ years)	Medium	21329.273333	1.582154	0	0.3	0	0	11.525261	11.066464
982	CUST0997	female	65	9	0.00	1	0	0	145822.39	1	0.000000	60+	Long (6+ years)	Low	72911.195000	0.000000	1	0.5	1	1	0.000000	11.890152
983	CUST0998	male	22	9	0.00	3	0	1	86086.21	0	0.000000	18-29	Long (6+ years)	Medium	21521.552500	0.000000	0	0.2	1	0	0.000000	11.363116
984	CUST0999	male	56	5	166805.14	2	1	0	114544.90	0	55601.713333	50-59	Medium (3-5 years)	Medium	38181.633333	1.456230	1	0.3	0	0	12.024588	11.648731
985	CUST1000	female	34	10	89147.25	2	0	1	77673.95	0	29715.750000	30-39	Long (6+ years)	Medium	25891.316667	1.147696	0	0.2	0	0	11.398056	11.260288

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)